{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/PacktPublishing/Modern-Computer-Vision-with-PyTorch/blob/master/Chapter03/Inspecting_grayscale_images.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "h1l86eapfFZL"
   },
   "outputs": [],
   "source": [
    "!wget -q https://www.dropbox.com/s/lpw10qawsc5ipbn/MyImage.JPG -O MyImage.jpg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "0GelMzaXfGco"
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import cv2, matplotlib.pyplot as plt\n",
    "img = cv2.imread('MyImage.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 452
    },
    "id": "e7082vwlfIO8",
    "outputId": "b9f7c09d-092d-4845-fcb3-14a6181a2e5d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f8211ed3be0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = img[50:250,40:240]\n",
    "img_gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "plt.imshow(img_gray, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 448
    },
    "id": "NRLnLc2ZfPWB",
    "outputId": "9b5b2e1b-9f05-4499-d962-753151c91af0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f820fe0f5b0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_gray_small = cv2.resize(img_gray,(25,25))\n",
    "plt.imshow(img_gray_small, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 867
    },
    "id": "DpKPKOP8fRZQ",
    "outputId": "ee837888-e8fb-4844-bef6-3b650bd29c32"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[222 220 221 220 218 253 234 245 238 235 239 243 236 232 218 193 228 228\n",
      "  234 239 139 245 252 253 253]\n",
      " [221 219 219 218 232 239 186 240 231 226 227 226 215 212 209 193 199 229\n",
      "  234 239 150 236 252 253 253]\n",
      " [219 218 218 218 251 163 224 241 234 238 236 231 224 204 188 166 173 180\n",
      "  234 236 159 219 252 252 253]\n",
      " [218 219 216 211 196 248 231 228 243 241 229 224 201 209 210 189 181 189\n",
      "  196 235 168 204 252 252 253]\n",
      " [218 214 213 240 195 242 223 246 246 249 238 211 203 196 177 168 179 176\n",
      "  179 231 175 191 252 252 253]\n",
      " [212 212 208 232 254 232 252 241 232 192 155 164 166 165 164 163 168 178\n",
      "  178 181 190 178 250 252 251]\n",
      " [211 209 205 232 240 251 208 191 217 158 161 166 169 169 170 170 171 169\n",
      "  176 177 206 166 250 252 251]\n",
      " [209 209 205 243 242 225 193 241 215 184 169 163 159 158 160 173 176 184\n",
      "  178 179 189 150 246 250 252]\n",
      " [210 207 203 232 229 236 246 214 213 196 199 185 179 179 181 172 179 180\n",
      "  180 181 177 136 246 251 252]\n",
      " [209 206 222 212 242 243 244 226 184 165 104  61  57  48  27  97 158 167\n",
      "  178 178 178 139 246 249 252]\n",
      " [208 206 225 243 249 254 209  82  85 105 109 100  98  95  65  43  28  24\n",
      "  109 156 169 175 242 248 251]\n",
      " [207 205 252 255 242 153  33  66 111 116 117 116 115 109  78  66  22  27\n",
      "   14   9 137 159 241 245 249]\n",
      " [205 204 250 225  63  15  42  77  71 104 115 118 110 101  56  64  60  34\n",
      "   20  20  17  25 145 246 246]\n",
      " [207 206 209  23  16  22  90  45  39  43 110 115  99  56  23  78 107  65\n",
      "   15  17  20  32  76 244 246]\n",
      " [207 239  37  22  14  19  97 102 100  90 108 133 104  94  88 108 114  57\n",
      "   21  22  23  33 130 243 247]\n",
      " [205 133  48  24  15  17 110 124 118 119 124 134 119 116 109 123 116  36\n",
      "   27  25  31  44 242 243 246]\n",
      " [204 124  38  30  19  16 120 146 133 121 142 138 118 114 135 145 128  24\n",
      "   20  21  33 136 236 243 244]\n",
      " [205 212  39  37  20  20 110 137 110 128 119 109 109 115 119 133 121   8\n",
      "    9  36  34 137 237 241 243]\n",
      " [203 206 101  31  29  21  22 132 108 102  91  97 101 111 113 122 118  11\n",
      "   14  38 222 139 233 240 242]\n",
      " [200 200 200  41  36  25  24  37 117 117 116 101  99 114 111 119   4   8\n",
      "   41 220 219 134 232 239 244]\n",
      " [197 196 196 199  92  37  26  25   8 127 125 118 122 116  67  31  13  11\n",
      "  150 173 220 131 231 238 242]\n",
      " [195 193 193 192 198 187  58  22  25  37  97 115  93  70  55  36  33 148\n",
      "  153 165 166 183 233 236 242]\n",
      " [192 190 189 240 237 202 180 147 140  66  36  52  64  61  51 150 146 138\n",
      "  134 157 159 166 189 237 240]\n",
      " [189 188 197 244 229 206 194 196 157 146 138  39  63  73  53 144 143 139\n",
      "  150 148 153 161 167 187 239]\n",
      " [184 220 225 245 221 167 173 209 183 157 143 116  53  74  49 144 150 150\n",
      "  148 153 153 158 162 165 178]]\n"
     ]
    }
   ],
   "source": [
    "print(img_gray_small)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "P6zvAbkJfTcu"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "name": "Inspecting_grayscale_images.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
